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Updated README.md
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### 01. Overview

<img src="./assets/icon.png" alt="icon" style="zoom:50%;" />

- 이 레포는 **리스크관리**와 관련된 다양한 자료, 논문들을 정리하여 요약 및 리뷰를 하는 모음입니다.
- 통계학 기반의 보험 및 리스크관리 기법들을 다룬 논문들을 공부하며, 사이버리스크와 자연재해 리스크를 중점적으로 다룹니다.

- **리스크관리, 보험, 규제모형** 관련 자료 및 논문을 공부하는 곳
- 통계학 기반의 방법론들을 사용하며, 이머징리스크 (cyber risk, pandemic risk) 등을 다룸.

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### 02. Quick-Summary
- [https://github.com/kwoongbae/risk-management-papers/issues](https://github.com/kwoongbae/risk-management-papers/issues)

- **규제모형 관련 연구 정리**

- | Reference | Summary |
| ------------------------------------------------------------ | ------------------------------------------------------------ |
| [Eling and Schnell (2020)](https://www.tandfonline.com/doi/abs/10.1080/10920277.2019.1641416) | 데이터 기반으로 scr 산출하고 규제모형 기반으로 scr 산출하여 사이버리스크의 과소평가됨을 보임. |

---
### 03. Deep-Dive

- **A Neural Network Extension of the Lee-Carter Model to Multiple Populations (*AAS 2021*)** [pdf](./Paper/Richman_AAS_2021.pdf) / [review](./Review/Richman_AAS_2021.md)

- **A Neural Network Extension of the Lee-Carter Model to Multiple Populations (*AAS 2021*)** [paper](./Paper/Richman_AAS_2021.pdf) / [review(ko)](./Review/Richman_AAS_2021.md)
- *This paper **predicted the morality rates of HMD dataset using Lee-carter model**, Augmented Common Factor (ACF), Common Age Effect (CAE), and **Deep Neural Network** (fully-connected).*
- mortality rates
- **The Drivers of Cyber risk (*JFS 2022*)** [pdf](./Paper/Aldasoro_JFS_2022.pdf) / [review](./Review/Aldasoro_et_al_JRS_2022.md)
- **The Drivers of Cyber risk (*JFS 2022*)** [paper](./Paper/Aldasoro_JFS_2022.pdf) / [review(ko)](./Review/Aldasoro_et_al_JRS_2022.md)
- *This paper explained the relationship between cyber risk loss and independent variables such as sector, risk type, company size, and maliciousness based on **Advisen dataset.***
- cyber risk
- **The Economic Impact of Extreme Cyber Risk Scenarios (*NAAJ 2022*)** [pdf](./Paper/Eling_NAAJ_2022.pdf) / [review](./Review/Eling_NAAJ_2022.md)
- *This paper designed the **6 scenarios based on the most significant cyberattacks threats** (Supervisory control, Cloud service failure, Health sector and hospitals, Municipal services, Telecommunication, Cross-sector attack) and estimated the economic affects using **Inoperability Input-Output Model**.*
- cyber risk, scenario
- **Cyber Risk Scenarios, the Financial System, and Systemic Risk Assessment (*CEIP 2019*)** [pdf](./Paper/Kaffenberger_et_al_2019.pdf) / [review](./Review/Kaffenberger_et_al_2019.md)
- **Cyber Risk Scenarios, the Financial System, and Systemic Risk Assessment (*CEIP 2019*)** [paper](./Paper/Kaffenberger_et_al_2019.pdf) / [review(ko)](./Review/Kaffenberger_et_al_2019.md)
- *This report proposed a **scenario analysis method based on the magnitude of cyber risk** (High-Impact Operational Risk Scenarios, Upstream Infrastructure Scenarios, and External Shock Scenarios) and a **framework for risk assessment** (Cyber Risk Exposure - Cybersecurity Preparedness - Shock Resilience = Systemic Cyber Risk Score!! )*
- cyber risk, scenario
- **Building resilience in Cybersecurity: An artificial lab approach (*JRI 2023*)** [pdf](./Paper/Awiszus_et_al_JRI_2023.pdf) / [review](./Review/Awiszus_et_al_JRI_2023.md) / [ppt(en)](./Presentation/Seminar_20240125.pdf)
- **Building resilience in Cybersecurity: An artificial lab approach (*JRI 2023*)** [paper](./Paper/Awiszus_et_al_JRI_2023.pdf) / [ppt(en)](./Presentation/Seminar_20240125.pdf)
- *This paper reproduced cyber risks with network topology (digital twin) and simulations.*
- cyber risk, simulation(graph network)
- **What are the actual costs of cyber risk events? (*EJOR 2019*)** [pdf](./Paper/Eling_EJOR_2019.pdf) / [code(R)](./Code/Eling_et_al_EJOR_2019.r)
- *This paper extracted cyber risk cases from operational risks, estimated the distribution of loss frequency/severity, and analyzed the factors of cyber risks.*
- cyber risk
- **Systemic Cyber Risk and Aggregate Impacts (*RISA 2021*)** [pdf](./Paper/Welburn_RISA_2021.pdf) / [review](./Review/Welburn_RISA_2021.md) / [ppt(en)](./Presentation/Seminar_20240321.pdf)
- **Systemic Cyber Risk and Aggregate Impacts (*RISA 2021*)** [paper](./Paper/Welburn_RISA_2021.pdf) / [ppt(en)](./Presentation/Seminar_20240321.pdf)
- *The paper used **Quantitative modeling** (Input-Output modeling and Computational General Equilibrium models) to calculate **direct costs** and **indirect costs** (upstream impacts and downstream impacts) caused by Systemic Cyber Risk.*
- systemic cyber risk, input-ouput model

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